
INTRODUCTION
The Angel of History,
inspired by Paul Klee’s 1920 monoprint, Angelus Novus, and conceptualized by Walter Benjamin in 1940,
is a protagonist in my research on the role of resolution within the realms of image processing.
Benjamin writes:
Her eyes are staring, her mouth is open, her wings are spread.
This is how one pictures the Angel of History.
Her face is turned towards the past, where she perceives a chain of events:
catastrophes piling wreckage upon wreckage.
The Angel would like to stay, awaken the dead, and make whole what has been smashed.
But as the pile of debris before her grows skyward, a storm is blowing from Paradise;
it has caught her wings with violence, propelling her into a future to which her back is turned.
This is the storm we call Progress.*
A century after Klee first printed the Angel of History,
image processing technologies have evolved dramatically.
Today, the Angel finds herself traversing a landscape, leaving piles of obsolete technology behind -
signals daisy chained via burned out dongles, falling in and out of compatibility.
In this environment, default settings corrupt improvements, while trade-offs compromise quality.
A worrisome situation that prompts the Angel to compile her experience in Destitute Vision.
*transformed from: Walter Benjamin’s Theses on the Philosophy of History,
Illuminations, trans. Harry Zohn, New York: Schocken Books, 1969: 249.

︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎
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DESTITUTE VISION

DESTITUTE VISION
Collapse of PAL
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produced for TV-TV
curated by
Kristoffer Gansing
and Linda Hilfling Ritasdatter
(2010)
This rendered version of the Collapse of PAL was produced during my residency at LabMIS São Paulo in 2011,
thanks to IMPAKT (NL).
Live performance in Brasil with Defi, Optical Machines and B. Fleischmann, commissioned by David Quiles Guilló / Nova Rojo
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produced for TV-TV
curated by
Kristoffer Gansing
and Linda Hilfling Ritasdatter
(2010)
This rendered version of the Collapse of PAL was produced during my residency at LabMIS São Paulo in 2011,
thanks to IMPAKT (NL).
Live performance in Brasil with Defi, Optical Machines and B. Fleischmann, commissioned by David Quiles Guilló / Nova Rojo
The Collapse of PAL (rendered version, 2010)
HOROLOGY: PROGRESS THROUGH OBSOLESCENCE

In the live television performance the Collapse of PAL, the Angel of History reflects on the move from analog Phase-Alternate Line signal (PAL; 625 total, 576 active lines) to Digital Video Broadcasting (DVB).
She expresses a desire to restore what has been broken, but decides to remain a passive witness,
rationalizing that the end of PAL was inevitable, because the signal was “just not good enough.”
New to digital image processing, the Angel expects a final, perfect standard.
But unbeknownst to her, the digital has actually trapped her in a Hologram PenRose-Stairs to Nowhere - or what engineers simply call “Progress.“ From then onwards, she is forced to keep migrating along an endless line of upgrades, following the subsequent phases of digital image processing, while invisible traces of PAL linger, haunting ‘better,’ digital signals.
A Vernacular of File Formats (2010)
curated and acquired with the help of Ward Janssen by the Stedelijk Museum and MOTI in 2016.
Installation for Stedelijk BASE collection commissioned by Karen Archey.
PDF available here
BENDS AND BREAKS REVEALING MATERIAL EVIDENCE
Un/Resolved (84.48 meters-long data file painted on canvas, partially wrapped, 2016)
UnResolved is inspired by
Beflix 29 PARALLEL STRIPES
UnResolved is inspired by
Beflix 29 PARALLEL STRIPES
Still upset by the loss of the analog signal PAL, the Angel unleashes her frustrations with the digital realm.
In Acousmatic Videoscapes, she manipulates the layers of digital image processing, triggering artifacts like feedback, compression and glitches. But as time passes, the ruptures she has caused seem to reveal something more than just distortion. To her surprise, the breaks expose operations that normally remain invisible, hidden within black-boxed technology.
Intrigued, the Angel examines their qualities.
A key observation comes from Un/Resolved, an 84.48 meter-long data file organised as a bitmap, encoded pixel by pixel.
The file demonstrates that digital resolution is no longer just vertically encoded (like PAL). Instead, the long, unwrapped line of data reveals that digital image resolution also uses horizontal sampling (and possibly other, meta-axes). Moreover, its final rendering depends on how hardware reads, displays and possibly changes and otherwise distorts the data.
The Angel concludes that neither the image nor its resolution are determined by image data. Instead, they are procedurally shaped by interactions between the technological apparatus and the image processing pipeline, which encompasses stages such as production, dissemination, display and reception. As a result, a digital image is never truly fixed or static; but rather dependent on constant reinterpretation at every step of the image processing pipeline and beyond.
Armed with this new understanding of resolution as an ongoing process - the Angel starts to experiment, probing different elements of the processing pipeline.
In A Vernacular of File Formats, she playfully highlights the materiality that defines digital images, by transcoding a self-portrait into various common compression formats (GIF, BMP, JPEG, etc.). When she glitches these visually identical images, their organisation breaks, exposing the otherwise hidden language on the surface of the image.
As if on a Glitch Safari, she enjoys recognizing the traces of these specific bends and breaks, documenting their protocols while describing how their codecs influence visual representation.
Radio Dada
Music by Extraboy. Nov 23, 2008.
Music by Extraboy. Nov 23, 2008.
To Smell and Taste Black Matter (1)
Music by Extraboy. Feb 15, 2009.
Music by Extraboy. Feb 15, 2009.
65 76 65 72 79 74 68 69 6e 67 20
Sound by Rosa. Apr 17, 2010.
Sound by Rosa. Apr 17, 2010.
Washmountain. Music by Extraboy
Sep 6, 2009.Acousmatic Videoscapes (2008 - )
Sep 6, 2009.Acousmatic Videoscapes (2008 - )
DCT:SYPHONING. The 64th interval (2015 - .. )
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a first iteration was conceivedfor a commission by the photographers gallery (2015)
It was then exhibited at the Schafhof in Munich December 2015.
During my
Oregon Story Board residency 2016 - 2017
and finished during my time at Schloss Solitude
it released as VR as part of DiMoDA 2.0, (2016) by Alfredo Salazar-Caro and William Robertson
a first iteration was conceivedfor a commission by the photographers gallery (2015)
It was then exhibited at the Schafhof in Munich December 2015.
During my
Oregon Story Board residency 2016 - 2017
and finished during my time at Schloss Solitude
it released as VR as part of DiMoDA 2.0, (2016) by Alfredo Salazar-Caro and William Robertson
On one such trip, she observes a senior Discrete Cosine Transform (DCT, a key algorithm in JPEG compression, that converts 8x8 blocks of pixel intensities into 64 frequency components), instructing a Junior DCT how to transcode data from one compression language to another,
or as they call it: how to ‘SYPHON.’
In a scene reminiscent of Edwin Abbott Abbott’s Flatland (1884), Junior and Senior DCT Syphon from one Ecology of Compression Complexity to a next. At first, they transcode simple artifacts such as pixels, scanlines and macroblocks. However, as they navigate into more complex realms, such as wavelets and vectors, they reach the limits of their own complexity and ultimately fall into kernel panic.
From a PenRose-Stairs to Nowhere, just one upgrade away, the Angel tries to help. She commits to the DCTs: Try to render like information! Unlike data, information spans multiple dimensions. It renders in various directions and not just North!
But the DCTs have reached stack overflow and have syphoned back to simpler complexities.
The Angel realizes then that upgrading image technology is a Paradox: efforts to optimize, clarify and advance will also inevitably introduce new limitations, filters and bias.
Refusing to let this new found insights - the Upgrade Paradox - go to waste, the Angel develops a fork (modification) of the DCT algorithm, by mapping each of its 64 distinct blocks to the most frequently used characters of the Roman alphabet. A method that allows her to steganographically encode messages as DCT error, transforming DCTs’ limitation into a new form of communication.
Possibly remediating a future DCT SYPHON.
To her, the DCT encryption method is more than just a poetic, steganographic tool; the fork provides radical access to the inner workings of a JPEG, enabling precise manipulations within the Huffman table. A process that illustrates how compression fundamentally alters the essence of image data, transforming image resolution into material evidence of transcoding.
or as they call it: how to ‘SYPHON.’
In a scene reminiscent of Edwin Abbott Abbott’s Flatland (1884), Junior and Senior DCT Syphon from one Ecology of Compression Complexity to a next. At first, they transcode simple artifacts such as pixels, scanlines and macroblocks. However, as they navigate into more complex realms, such as wavelets and vectors, they reach the limits of their own complexity and ultimately fall into kernel panic.
From a PenRose-Stairs to Nowhere, just one upgrade away, the Angel tries to help. She commits to the DCTs: Try to render like information! Unlike data, information spans multiple dimensions. It renders in various directions and not just North!
But the DCTs have reached stack overflow and have syphoned back to simpler complexities.
The Angel realizes then that upgrading image technology is a Paradox: efforts to optimize, clarify and advance will also inevitably introduce new limitations, filters and bias.
Refusing to let this new found insights - the Upgrade Paradox - go to waste, the Angel develops a fork (modification) of the DCT algorithm, by mapping each of its 64 distinct blocks to the most frequently used characters of the Roman alphabet. A method that allows her to steganographically encode messages as DCT error, transforming DCTs’ limitation into a new form of communication.
Possibly remediating a future DCT SYPHON.
To her, the DCT encryption method is more than just a poetic, steganographic tool; the fork provides radical access to the inner workings of a JPEG, enabling precise manipulations within the Huffman table. A process that illustrates how compression fundamentally alters the essence of image data, transforming image resolution into material evidence of transcoding.

JPEG FROM A VERNACULAR OF FILE FORMATS, (2009 - 2010), 2023 REVISITATION WITH HIDDEN MESSAGE IN DCT
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a software that lets you write in error.
The first iteration was build by Ted Davis,
a second by Erik Axel Eggelink.
365 Perfect De/Calibration Army (2019 - ... )
GENEALOGIES OF COMPROMISE
The encounter with the DCTs shifts the Angel’s focus from mapping the material of compression to researching genealogies of resolution.
She organizes a Pique-Nique Pour les Inconnues, a conference call for all forgotten and unknown faces (shadows) featured on color calibration test cards. When the participants assemble on her desktop, the Angel quickly realizes that the group consists of almost only Caucasian women; digital descendants of Kodak’s “Shirley Card,” the industry’s default reference for skin-tone balance since the 1950s.
Together, they discover how the use of predominantly Caucasian faces for color calibration has profoundly influenced the governing standards of visual representation, failing to accurately capture and depict a more diverse spectrum of skin tones.
The Angel and the faces of color calibration reflect on how these biased standards have narrowed the range of both image capture and render. They conclude that standardisation not only organises what can be seen; it also decides what will remain unrenderable, invisible, and therefore compromised.
The gathering evolves into a desktop tele-choral of solidarity, during which the group performs Paul McCartney's “We All Stand Together,” rallying against oppressive standards. They form the institutions of Resolution Disputes (i.R.D.) De/Calibration Army. As camouflage, the group applies 365 Perfect beautification filters; deleting blemishes, enlarging their eyes and whitening their skin through countless iterations - so many times that the filters eventually “deep-fry” their images (excessively filtered to the point of distortion). Quantized into a blocky, over-saturated hue; their faces exaggerating every bias built into both beauty apps and calibration algorithms.
Behind White Shadows && Pique Nique Pour les Inconnues (2017 - 2020)
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is a research project undertaken during my 2019 JMAF residency in Tokyo, Japan.
WHITEOUT (2019 - 2020) //////////////////////////// created after joining the Armada de Chile on a research trip to Antarctica organised by Nicolas Spencer for Polar
it was also inspired by research done for Axis with Mario de Vega and my time at ARTS COLLIDE Barcelona CERN
it was also inspired by research done for Axis with Mario de Vega and my time at ARTS COLLIDE Barcelona CERN
WHITEOUT (2020)
SCOPE: EXPANDING SELECTIVE CAPTURE

i.R.D. (2015)
After the shocking revelations of “white shadows” — the racist bias hard-wired into calibration systems that rely solely on Caucasian test cards — the Angel embarks on a quest for true colour reference.
She begins by building a Rainbow Generator, to Refract a Spectrum of Lost and Un/Named Colours. However, when finally deployed, the Generator fails to produce nature’s original glitch: the continuous gradient of the rainbow.
Instead, it renders a banded, unnatural almost cartoon-like collection of color bands.
After countless hours of discouraging research into the cause of this truncation, she finally identifies the problem: the light source in the Generator was following an optimization paradigm. As energy-efficient systems narrowed standard light emission to a specific collection of discrete wavelengths, they rendered full-spectrum lamps obsolete.
While to the eye, the light in the Rainbow Generator may appear to be full-spectrum white light, in reality, it is a simulation. The light only emits a narrow band of frequencies required to stimulate the three types of photoreceptor cones in the eye, responsible for detecting short, medium and long wavelengths, a selective emission technology that efficiently supports the perception of white and colored light while actually bypassing large bands of the actual spectrum.
Ironically, the Generator proves to be a tool that illuminates forgotten frequencies, revealing the interplay between perceptual limits and the invisible quantisation of technology.
The Angel, now painfully aware that even the latest technology (from hardware to software and filters) may be rooted in fundamentally imperfect protocols, seeks a way to regain insight and control over the frequencies around her.
In an act of desperation, she considers modifying her body to overcome her perceptual limitations.
She wonders whether all she needs is a different type of eye: a sensor that is larger, slower, or more sensitive to other frequencies of light. When she finally mounts an antenna in one of her eye sockets, she gains access to an expanded visual ecology.
But the modification quickly leads her into a Whiteout: lacking the tools to decode her new visual input, she is oversaturated with noise and devoid of resolution.
Spectrum of Lost and Unnamed Colours Sound by Debit (2024)

Rainbow Generator (2024).
W/ Support from Herman Hermsen and So Kanno.
W/ Support from Herman Hermsen and So Kanno.
A Spectrum of Lost and Unnamed Colours(2023 - 2024)
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was commissioned and produced in the framework of EPFL - CDH Artist in Residence Program 2023, Enter the Hyper-Scientific
Partners: EPFL Center for Imaging, Edward Andò, CLIMACT Center for Climate Impact and Action UNIL & EPFL
Curator & head of program: Giulia Bini
Master support: Lotte Menkman
De/Calibration Target (2023)
curated by Nora O’ Murchú
produced by Transmediale with financial support from Stimuleringsfonds
TRADE-OFFS AT SCALE

The Angel finds herself in a wilderness of distortion,
at a loss of protocol,
struggling to render anything.
At the edge of an array of im/possible render vectors, she recognizes a particular grove designated as ”Wodan’s Trees” - which fork quite differently from the surroundings.
It is easy to see why the grove is named after Wodan (Odin), the cyclops god of knowledge, who sacrificed an eye in exchange for the sense of future vision. Even though the branches of the grove continue to grow, they display only an Obsolete Gamut at Zenith, indicating the end of their cycle and foreboding impending failure.
Drawn by this lore of future failure, a perspective diametrically opposed to her own fixation on past collapse, the Angel enters the grove without hesitation, hoping to learn from Wodan’s sense of foresight.
She immediately tumbles into what seems to be a
Myopic double-blind. Lacking a sense of direction, up or down, forward or backward — she finds herself suspended, unaware she has fallen into the abyss of her own obsolescence.
Struck by the beam of darkness,
the Angel floats beyond her horizon
with no sense of day or night
no axis of rotation
no North or South.
...Progress, once symbolized by the Hologram PenRose-Stairs to Nowhere, has transformed into a monumental SPOMENIK of nonsensical vectors.
Nothing makes sense and nothing looks familiar anymore.
The Angel is caught in a kernel panic of her own making.
Obsolete Gamut at Zenith (2024)
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commissioned by Alain Bieber and acquired by Künstpalast Düsseldorf

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Size Matters. SIZE IN PHOTOGRAPHY
February 1, 2024 – May 20, 2024, KunstPalast, DE.
Myopia was first installed at TRANSFER GALLERY in 2015

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4x4 meters projection mapped wooden installation.
As installed and produced by TRANSFER Gallery New York.
Projection mapping on the surface: DCT SYPHONING.
REFRACTIONS (2022 - 2024)
A research project done in the framework of my European Media Art Platform
residency at NeMe, Limassol, Cyprus (2022).
with support from Taietzel Ticalos and Marios Isaakidis.
CRISIS OF THE IMAGE


But the Angel
recalls how additive complexity once drove the DCTs into kernel panic. This time, it is her who is trapped in the Upgrade Paradox, and here, no North or horizon will save her.
She studies the endless vectors of the SPOMENIK glitch, when momentarily a hint of a PenRose-Stairs breaks through. Although fleeting, this vision of order allows her to deduce that her inability to resolve must stem from one of two causes: flawed data or lack of protocol.
Cautiously, she traces the Spomenik’s dynamic edges through thick deposits of poor-resolution sediment.
One shredded side opens to a viewport, offering a glimpse into a repository of render objects.
Like a media archaeologist from the future, she attempts to reconstruct a PenRose Stairs, but the synthetic data, locked in machine-defined standards, produces nothing but a blue haze of noise. She sighs: machine vision made for vision machines...
If her tools can’t resolve this, she will need to find another framework. In a last-ditch effort, she scans frequencies that she normally mutes. When she tunes into a quiet C-band channel, she detects a faint echo: a
CyCLOPS.cy corner-reflector, a technology that is part of a geospatial array that tracks surface deformations.
She feeds the SPOMENIK data into the CyCLOPS network, and immediately the system starts running adversarial comparisons between generator and discriminator modules, computing phase differentials, gradually imposing coherence to her disjointed data.
Slowly, the misalignments around her dissolve, and to her surprise, an im/possible image renders...
SPOMENIK at TRANSFER GALLERY 2017.
A giant cairn of glitch, a monument commemorating no specific moment or entity is recalibrated into the PenRose- Stairs to Nowhere.

XILITLA
Music Tonylight (2013)
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was developed during my 2013 EMARE residency at CANTE, Centro de las Artes San Luis Potosi, 2012. Xilitla was curated and acquired by Ward Janssen for MOTI (NL) in 2014
ATLAS FOR DESTITUTE VISION

With her environment momentarily resolved,
the Angel finds space to reflect.
She sees now, how images are just data in process; shaped by stitched limitations, filters, bends, and breaks, imposed by the moment/um of a governing protocol,
forever deferring perfection.
Resolutions never deliver a final, static image; they are nothing but momentary myth within the procedural gospel of progress.
The Angel assumes her role as media archaeologist from the future and begins collecting various types of limits that exist within the image-render pipeline. She hopes that these lines will provide a way to start her collection of compromised, unsupported, unknown or forgotten image renders:
a scanline, a separator, a progress bar, a ruler, a mesh, an axis, a vector, a link, a loop,
...a generator, a discriminator...?
From these lines the Angel assembles a Binary Large Object or BLOb: an uncommitted form that does not move upwards, but instead dissolves hierarchy into ambiguous dimension; it is best described as a fluid stack of shifting moiré patterns. The BLOb is an ever-growing environment, or living archive for all im/possible image pipelines.
Standing in front of the BLOb, the Angel considers how resolutions not only consolidate our technologies, but also dictate constraints on how we cannot - or choose not to - use them. They shape how we render images, while foreclosing alternative imaging methods.
Her next mission is clear: she will map every limit in the image-processing pipeline to compile an Atlas of Destitute of Vision, a collection of key observations for Resolution Studies,
documenting how every technology defines what remains forever unrendered and unseen.
CHAPTERS AND MAPS IN THE ATLAS FOR DESTITUTE VISION:
With illustrations from the BLOb
RESOLUTION DISPUTE 0000 : HOROLOGY
RESOLUTION DISPUTE 0001 : MATERIALITY
* Vernacular of File Formats
* Ecology of Compression Complexities (by a BLOb)
RESOLUTION DISPUTE 0010 : GENEALOGY
1. A GENEALOGY OF THE COLOUR TEST CARD
* Lexicon of Glitch Affect
2. A GENEALOGY OF MACROBLOCK / FROM ARTIFACT TO A/EFFECT.
* De/Calibration Army RESOLUTION DISPUTE 0011 : SCOPE (OR HOW HABIT DELINEATES IM/POSSIBILITY AND IN/VISIBILITY)
* Spectrum of Lost and Un/Named colours
RESOLUTION DISPUTE 0100 : SCALE (SCALING AS VIOLENCE)
* FF D8 De/Calibration Target as a repository for a genealogy of macroblocking artifacts
RESOLUTION DISPUTE 0101 : CRISIS (THE ADDITIVE CRISIS OF THE IMAGE)
0. OBSOLESCENCE OF ANALOG IMAGE PROCESSING TECHNOLOGIES
1. TRANSITION FROM ANALOG TO DIGITAL IMAGE PROCESSING
2. PLATFORMED/NETWORKED IMAGE
3. CRISIS OF THE SYNTHETIC/HYPER IMAGE
* BLOb of im/possible Images

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is a research project in the framework of my Arts at CERN COLLIDE Barcelona award.
curated by Monica Bello
︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎

PHASE 0000: OBSOLESCENCE OF ANALOG IMAGE PROCESSING TECHNOLOGIES
PHASE 0001: TRANSITION FROM ANALOG TO DIGITAL: THE CRISIS OF FIDELITY
A second crisis of the image arrives during the emergence of digital image processing, when analog, continuous signals are replaced with discrete data. Digitization introduces artifacts like clipping, truncation and quantization, calling into question authenticity and integrity, challenging the overall reliability of the signal. This finally leading to a crisis of fidelity. Mechanisms such as filtering and algorithmic bias dictate what data is rendered, determining what can or cannot be rendered, resulting in what image is seen, disseminated (or left unseen).
PHASE 0010: THE PLATFORMED IMAGE
With the emergence of internet platforms, the crisis of the networked image arrives. When uploading an image to a platformed ecology like Facebook, the user grants the platform permission to alter it. Subsequently a complex and opaque set of protocols handles and transforms the image in minor (and sometimes more consequential) ways. The user typically has little control over these transformations.Upload
The uploading process may initiate with cropping and stripping the image of its EXIF metadata, while adding new metadata such as time of upload and other details.
The platform may use AI to automate image enhancements; adjusting brightness, contrast, saturation, and sharpness. Color profile conversion (typically sRGB) is used to maintain color accuracy.
The uploaded image is also subjected to AI content analysis, such as image recognition, to support or automate metadata tagging and the adding of accessibility elements ( such as descriptive metadata or alt text) and facial recognition as well as checks to confirm that the image does not violate the Terms of Service (ToS), resulting in content moderation and censorship.
Writing to server
A basic recompression then converts the file to a format such as WebP, or more recently, AVIF, which support progressive image rendering (loading the image in multiple stages while gradually increasing image quality). Alternatively, animated GIFs are converted into the MP4 format.
The platform itself often saves multiple versions and resolutions of each image, for the acceleration of delivery when the image is requested.
Content delivery
On the delivery side, strategic interface elements such as quick-loading thumbnails, responsive image delivery (choosing most appropriate size and resolution based on the device requesting the image), lazy loading (improving page load times by reducing initial data usage by reducing initial data usage by only loading images when they are about to enter the viewport; the visible area of a web page in the browser window) and adaptive bitrate streaming optimize content for varying network conditions.
With the help of edge computing and Content Delivery Networks (CDNs), platforms can cache and retrieve images from servers in geographic proximity to the user, reducing latency and improving load times.
These transformations - cropping, recompression, metadata stripping, color profile change, format conversion, AI-driven organisation and moderation, and content delivery optimizations - are all developed to strengthen the platforms performance. Moreover, through iterative up and downloads, the image gradually degrades into a 'poor image’, riddled with trace evidence of documenting its movements through the network.
At stake are the image's authorship, authenticity, control, and legibility, alongside its accuracy, representation, truthfulness, accessibility, and privacy.
PHASE 0011: THE NO LONGER STATIC IMAGE
Recent transformations in the image render pipeline extend beyond artificial augmentations like “super-resolution;” the process of adding patterns and details to the image that do not have a real-world reference.
While the hyperimage may originate from the real word, it is expanded by synthetic (computer generated) render layers that transform it into a dynamic, modular object. As such, the hyperimage does away with the notion of a static image. Instead, the image becomes a procedural construct.
Taking the process of Edge computing one step further, some layers may even be rendered separately; remotely, fragmenting the image as a distributed, evolving, on demand or progressively, decentralized networked process consisting of assets that can be partially (re)rendered, with some parts at clients end. Moreover, synthetic images are increasingly rendered by machines for machines, particularly in the realm of computer vision. In contrast to Visual Effects (VFX) and Computer-Generated Imagery (CGI), which usually enhance images for human perception, these synthetic images prioritize machine interpretation over human perception, blurring notions of fidelity, value, and legibility even further.
Computer vision and Generative Adversarial Networks (GANs) use synthesized datasets to train on. A process that redefines the traditional scope of capture (which used to be constrained by spectral, spatial, or temporal parameters) introducing synthetic datasets as a new parameter of scope. A process of recursive synthesis that ultimately leads to ‘limitless’ quantitative (but not qualitative) resolution: synthetic resolution is optimized for efficiency and automation, while alienating the human viewer as it transforms visual information into constructs that no longer resemble a traditional image.
Traditionally, the term resolution, when used in relation to the image, describes a qualitative and quantitative measure of clarity and detail. However, with the introduction of networked and synthetic images, the image itself has transformed into a procedural, data-driven infrastructure. Via continuous process of recalibration, adaptation and compromise at scale, in all levels of the imaging pipeline (capture, render, dissemination, reception) the process of resolving takes dominance over a final or fixed image. As a result, resolution is no longer a static, quantifiable measure but a dynamic, responsive process that governs the fidelity, legibility and meaning of what may become obsolete: the image, as it makes space for dynamic synthesis.
︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎
WORKING AXIOMS
FOR A MEDIA ARCHEOLOgIST FRom ThE FutuRE- Digital images are never static (previously, because of modes of display. Today because of their essence as synthetic dataset )
- In obsolescence lies value / productivity
- Resolutions are fluid - to believe in an ‘original’ means to misconstrue the digital image pipeline
- While we are conditioned to only think about the rendered image, the process of resolving the image means to compromise (latent image)
- If a myth is an algorithm that functions as a tool distinct to a time and place, then recursively an algorithm can become a myth, written and transformed by iterative updates and within procedural contexts.
- Obsolescence is a recurring event in the cycle of the upgrade. What once was an upgrade, will become obsolete (so too the JPEG)
- Error always reveals something about the technology
- Copy data before you transcode - every migration leaves trace evidence.
- When you change scale or scope, you change the meaning of the image.
- Truncation is not just happening in compression but also in setting; it is part of the entire processing pipeline
Initially, the introduction of JPEG compression sparked concerns about reduced image fidelity. Over time, however, JPEG gained a particular cultural significance, especially in aesthetics such as vaporwave, where its artifacts are celebrated. With the rise of synthetic image processing (including GAN-generated images), we are moving toward a world where many images shared online don’t stem from lens-based media. The source of a given image is no longer obvious—real-life photography or algorithmic creation. Because of this uncertainty, JPEG compression is taking on fresh relevance. The artifacts it produces might soon be recognized as historical markers of a period characterized by lens-based capture, leaving behind visible traces from an older phase of image processing.
(to consider: time, space, finance, rule, expectation,dis/ believe, noise, lofi resolution, synthesis … )
︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎
I believe in a Copy <it> Right ethic
“First, it’s okay to copy! Believe in the process of copying as much as you can; with all your heart is a good place to start – get into it as straight and honestly as possible. Copying is as good (I think better from this vector-view) as any other way of getting ‚’there.’ ” – NOTES ON THE AESTHETICS OF ‘copying-an-Image Processor’ – Phil Morton (1973)
This means that copying as a creative, exploratory, and educational act is free and encouraged, provided proper accreditation is given. However, when copying transforms into commodification and profit is anticipated, explicit permission must be sought, and compensation may be requested.
Rosa Menkman is a Dutch artist and researcher of resolutions. Her work focuses on noise artifacts resulting from accidents in both analog and digital media.
The journey of her protagonist, the Angel of History—inspired by Paul Klee’s 1920 monoprint, Angelus Novus, and conceptualized by Walter Benjamin in 1940—functions as a foundational framework for her explorations of image processing technologies. As the machines upgrade, the Angel finds herself caught in the ripple of their distortions, unable to render her horizons.
What follows is Destitute Vision, a journey through the realms of digital image processing, traversing spaces that are not fully rendered. At the end of her travels, the Angel embraces her role as Media Archaeologist from the future, compiling her insights on image processing as Resolution Studies.
Complementing her practice, Rosa published Glitch Moment/um (INC, 2011), a book on the exploitation and popularization of glitch artifacts. She further explored the politics of image processing in Beyond Resolution (i.R.D., 2020). In this book, Rosa describes how the standardization of resolutions promotes efficiency, order, and functionality, but also involves compromises, resulting in the obfuscation of alternative ways of rendering.
︎︎︎︎︎︎
From 2110 - 2112 the GLI.TC/H Bots facilitated a festival/gathering in Chicago, Amsterdam and Birmingham, shoutouts to Nick Briz, Jon Satrom and William Robertson and Antonio Roberts!
In 2019, Rosa won the Collide Arts at CERN Barcelona award, which inspired her recent research into im/possible images, consolidated in the im/possible images reader (published by the i.R.D. & Lothringer, with support from V2, 2022).
From 2018 to 2020, Rosa worked as Substitute Professor of Neue Medien & Visuelle Kommunikation at the Kunsthochschule Kassel.
Since 2023, she has been running the Im/Possible Lab at HEAD Geneve. Class materials can be found here; please copy <it> right!
Recent work can be found in this pdf portfolio.
The journey of her protagonist, the Angel of History—inspired by Paul Klee’s 1920 monoprint, Angelus Novus, and conceptualized by Walter Benjamin in 1940—functions as a foundational framework for her explorations of image processing technologies. As the machines upgrade, the Angel finds herself caught in the ripple of their distortions, unable to render her horizons.
What follows is Destitute Vision, a journey through the realms of digital image processing, traversing spaces that are not fully rendered. At the end of her travels, the Angel embraces her role as Media Archaeologist from the future, compiling her insights on image processing as Resolution Studies.
Complementing her practice, Rosa published Glitch Moment/um (INC, 2011), a book on the exploitation and popularization of glitch artifacts. She further explored the politics of image processing in Beyond Resolution (i.R.D., 2020). In this book, Rosa describes how the standardization of resolutions promotes efficiency, order, and functionality, but also involves compromises, resulting in the obfuscation of alternative ways of rendering.
︎︎︎︎︎︎
From 2110 - 2112 the GLI.TC/H Bots facilitated a festival/gathering in Chicago, Amsterdam and Birmingham, shoutouts to Nick Briz, Jon Satrom and William Robertson and Antonio Roberts!
In 2019, Rosa won the Collide Arts at CERN Barcelona award, which inspired her recent research into im/possible images, consolidated in the im/possible images reader (published by the i.R.D. & Lothringer, with support from V2, 2022).
From 2018 to 2020, Rosa worked as Substitute Professor of Neue Medien & Visuelle Kommunikation at the Kunsthochschule Kassel.
Since 2023, she has been running the Im/Possible Lab at HEAD Geneve. Class materials can be found here; please copy <it> right!
Recent work can be found in this pdf portfolio.
This website was made possible with the financial support from the Stimuleringsfonds.nl (2018)
I am grateful to have received a basis stipend from the Mondriaan Fund 2018-2021 and just recently: 2023 - 2026!
I am grateful to have received a basis stipend from the Mondriaan Fund 2018-2021 and just recently: 2023 - 2026!


︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎ ︎︎︎︎︎︎︎︎︎︎︎ ︎